Datasets:
anasmakki
/
thyroid_preprocessed_balanced

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age
int64
sex
int64
on_thyroxine
int64
query_on_thyroxine
int64
on_antithyroid_meds
int64
sick
int64
pregnant
int64
thyroid_surgery
int64
I131_treatment
int64
query_hypothyroid
int64
query_hyperthyroid
int64
lithium
int64
goitre
int64
tumor
int64
hypopituitary
int64
psych
int64
TSH
float64
T3
float64
TT4
int64
T4U
float64
FTI
int64
target
int64
40
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
198.82
0.49
9
1.02
9
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.43
0.97
136
1.19
115
1
30
0
0
0
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0
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0
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0
0
0
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13.68
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110
1.08
102
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28
1
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9.35
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61
1
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117
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91
1
65
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7.3
1.6
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1
63
1
0
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206.57
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43
0.95
45
1
77
1
0
0
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1
71
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73
1
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18.71
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77
1
0
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11.36
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120
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62
0
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47
1
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18
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30
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187.78
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63
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52
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48.73
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19
0.95
20
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.78
1.98
94
1.05
89
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.76
1.54
123
1.05
118
1
66
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
7.9
0.77
92
0.96
96
1
33
1
0
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54.59
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47
1.06
44
1
67
0
0
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0
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7.12
1.57
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1
126
1
27
1
0
0
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0
0
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0
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0
0
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18.17
0.22
60
1.02
60
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.35
2.1
79
0.97
82
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.29
0.39
75
0.98
76
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.85
2
64
0
0
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.44
0.41
73
0.85
86
1
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
468.83
1.38
30
1.23
25
1
64
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
8.96
1.19
67
0.75
89
1
76
1
0
0
0
0
0
0
0
1
0
0
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0
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0
37.44
0
82
1.1
75
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.67
2.14
92
1.26
73
1
46
0
0
0
0
0
0
0
0
0
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0
0
0
0
0
34.59
1.18
16
0.86
19
1
60
1
0
0
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0
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0
27.82
1.68
63
0.98
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1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.98
2.34
84
0
0
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.38
0.68
98
0.77
128
1
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
52.35
1.07
48
1.23
38
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90.81
0.47
26
0.8
33
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0.45
78
0.79
99
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.05
1.6
75
1
74
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.54
1.58
79
0.93
85
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.5
1.55
85
0.89
96
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.81
1.49
66
1.16
57
1
68
0
0
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0
0
0
0
1
0
0
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0
0
0
22.48
0.15
36
0.83
44
1
56
1
0
0
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0
0
0
0
0
12.93
1.22
107
0.9
119
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.89
1.49
60
0.96
62
1
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.5
1.71
86
1
86
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.63
0.52
108
1.03
104
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.66
1.47
84
1
84
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.82
1.87
66
0.91
72
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
469.11
0.62
23
1.12
20
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.15
0.22
72
0.77
94
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.67
2.08
120
1.09
110
1
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.57
1.45
137
1.42
97
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.65
1.94
94
0.95
99
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.29
1.29
107
1.04
104
1
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.13
2.26
46
1.05
44
1
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.23
0.57
106
1.33
80
1
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89.36
0.31
39
1.19
32
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.72
1.96
67
0.96
70
1
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.42
2.01
119
1.06
112
1
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.94
2.12
95
1.03
92
1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
438.38
0.3
19
1.19
15
1
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
436.44
0.42
9
1.11
8
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15.23
1.46
63
0.91
70
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.63
1.53
97
0.66
147
1
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
139.18
0.74
35
0.93
38
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.74
0
75
0.86
87
1
80
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
177.76
0.28
50
1.16
43
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.18
0.65
20
1
19
1
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.64
2.57
74
0
0
1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.98
0.01
32
0.96
33
1
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.62
1.83
110
0.93
119
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.54
0.17
117
1.04
112
1
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19.13
2.46
58
1.08
54
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43.55
0.65
97
1.01
98
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.42
1.98
89
0.93
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1
51
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
106
0.48
7
1.02
7
1
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.75
0.35
8
1.08
7
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.73
1.8
78
1
79
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.1
1.08
78
0.98
79
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
72.95
0
52
1
52
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.43
1.36
81
1.07
77
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144.58
0.18
14
0.95
15
1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.44
0.26
56
0.98
57
1
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.59
1.38
67
0.72
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1
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.85
0.85
132
1.17
113
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.39
1.36
67
0.72
93
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23.5
0.35
3
1
3
1
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36.22
1.03
15
0.91
17
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.75
1.99
95
0.99
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1
51
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
10.89
0.32
70
1.14
62
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.93
1.85
66
0.97
69
1
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
246.76
1.21
8
1.03
8
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.23
0
118
1.05
112
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66.52
0
48
0.99
49
1
87
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
0
122
0.99
124
1
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
395.3
0.07
11
1.11
10
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
0
74
0.84
88
1
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
161.62
0.32
9
0.15
0
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17.66
2.49
89
0.74
120
1
90
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.59
0
83
0.91
92
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106.34
0.4
13
0.98
13
1